Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 4000 |
| Missing cells | 18 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 645.1 KiB |
| Average record size in memory | 165.2 B |
Variable types
| Numeric | 13 |
|---|---|
| Categorical | 11 |
Departure Delay is highly overall correlated with Arrival Delay | High correlation |
Arrival Delay is highly overall correlated with Departure Delay | High correlation |
Ease of Online Booking is highly overall correlated with In-flight Wifi Service | High correlation |
Online Boarding is highly overall correlated with Satisfaction | High correlation |
Cleanliness is highly overall correlated with Food and Drink and 2 other fields | High correlation |
Food and Drink is highly overall correlated with Cleanliness and 2 other fields | High correlation |
In-flight Wifi Service is highly overall correlated with Ease of Online Booking and 1 other fields | High correlation |
In-flight Entertainment is highly overall correlated with Cleanliness and 2 other fields | High correlation |
Type of Travel is highly overall correlated with Class | High correlation |
Class is highly overall correlated with Type of Travel and 1 other fields | High correlation |
Seat Comfort is highly overall correlated with Cleanliness and 2 other fields | High correlation |
Satisfaction is highly overall correlated with Online Boarding and 2 other fields | High correlation |
ID has unique values | Unique |
Departure Delay has 2245 (56.1%) zeros | Zeros |
Arrival Delay has 2237 (55.9%) zeros | Zeros |
Departure and Arrival Time Convenience has 227 (5.7%) zeros | Zeros |
Ease of Online Booking has 172 (4.3%) zeros | Zeros |
Online Boarding has 100 (2.5%) zeros | Zeros |
In-flight Wifi Service has 121 (3.0%) zeros | Zeros |
Reproduction
| Analysis started | 2023-02-21 17:48:47.699862 |
|---|---|
| Analysis finished | 2023-02-21 17:49:06.350416 |
| Duration | 18.65 seconds |
| Software version | ydata-profiling vv4.0.0 |
| Download configuration | config.json |
ID
Real number (ℝ)
| Distinct | 4000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65001.709 |
| Minimum | 88 |
|---|---|
| Maximum | 129877 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.5 KiB |
Quantile statistics
| Minimum | 88 |
|---|---|
| 5-th percentile | 5668.95 |
| Q1 | 31660.5 |
| median | 64923 |
| Q3 | 98662 |
| 95-th percentile | 123446.8 |
| Maximum | 129877 |
| Range | 129789 |
| Interquartile range (IQR) | 67001.5 |
Descriptive statistics
| Standard deviation | 37945.495 |
|---|---|
| Coefficient of variation (CV) | 0.58376149 |
| Kurtosis | -1.2239567 |
| Mean | 65001.709 |
| Median Absolute Deviation (MAD) | 33526 |
| Skewness | -0.0025877839 |
| Sum | 2.6000684 × 108 |
| Variance | 1.4398606 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 55782 | 1 | < 0.1% |
| 110260 | 1 | < 0.1% |
| 46287 | 1 | < 0.1% |
| 53161 | 1 | < 0.1% |
| 31700 | 1 | < 0.1% |
| 106243 | 1 | < 0.1% |
| 126695 | 1 | < 0.1% |
| 53546 | 1 | < 0.1% |
| 82552 | 1 | < 0.1% |
| 23379 | 1 | < 0.1% |
| Other values (3990) | 3990 |
| Value | Count | Frequency (%) |
| 88 | 1 | |
| 136 | 1 | |
| 156 | 1 | |
| 191 | 1 | |
| 196 | 1 | |
| 238 | 1 | |
| 241 | 1 | |
| 264 | 1 | |
| 341 | 1 | |
| 359 | 1 |
| Value | Count | Frequency (%) |
| 129877 | 1 | |
| 129872 | 1 | |
| 129860 | 1 | |
| 129826 | 1 | |
| 129807 | 1 | |
| 129802 | 1 | |
| 129792 | 1 | |
| 129783 | 1 | |
| 129778 | 1 | |
| 129763 | 1 |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 35.3 KiB |
| Female | |
|---|---|
| Male |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.0075 |
| Min length | 4 |
Characters and Unicode
| Total characters | 20030 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Male |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Female | 2015 | |
| Male | 1985 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 2015 | |
| male | 1985 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 6015 | |
| a | 4000 | |
| l | 4000 | |
| F | 2015 | 10.1% |
| m | 2015 | 10.1% |
| M | 1985 | 9.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 16030 | |
| Uppercase Letter | 4000 | 20.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 6015 | |
| a | 4000 | |
| l | 4000 | |
| m | 2015 | 12.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 2015 | |
| M | 1985 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 20030 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 6015 | |
| a | 4000 | |
| l | 4000 | |
| F | 2015 | 10.1% |
| m | 2015 | 10.1% |
| M | 1985 | 9.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 20030 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 6015 | |
| a | 4000 | |
| l | 4000 | |
| F | 2015 | 10.1% |
| m | 2015 | 10.1% |
| M | 1985 | 9.9% |
Age
Real number (ℝ)
| Distinct | 73 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.374 |
| Minimum | 7 |
|---|---|
| Maximum | 80 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.5 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 14 |
| Q1 | 27 |
| median | 40 |
| Q3 | 51 |
| 95-th percentile | 64 |
| Maximum | 80 |
| Range | 73 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 15.234357 |
|---|---|
| Coefficient of variation (CV) | 0.38691414 |
| Kurtosis | -0.71941308 |
| Mean | 39.374 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.00062589655 |
| Sum | 157496 |
| Variance | 232.08565 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 25 | 110 | 2.8% |
| 39 | 109 | 2.7% |
| 24 | 104 | 2.6% |
| 45 | 102 | 2.5% |
| 41 | 98 | 2.5% |
| 37 | 97 | 2.4% |
| 44 | 94 | 2.4% |
| 49 | 93 | 2.3% |
| 48 | 92 | 2.3% |
| 47 | 90 | 2.2% |
| Other values (63) | 3011 |
| Value | Count | Frequency (%) |
| 7 | 24 | |
| 8 | 33 | |
| 9 | 22 | |
| 10 | 20 | |
| 11 | 29 | |
| 12 | 27 | |
| 13 | 30 | |
| 14 | 27 | |
| 15 | 28 | |
| 16 | 34 |
| Value | Count | Frequency (%) |
| 80 | 2 | 0.1% |
| 79 | 3 | 0.1% |
| 78 | 2 | 0.1% |
| 77 | 5 | 0.1% |
| 76 | 2 | 0.1% |
| 74 | 3 | 0.1% |
| 73 | 3 | 0.1% |
| 72 | 10 | 0.2% |
| 71 | 4 | 0.1% |
| 70 | 26 |
Customer Type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 35.3 KiB |
| Returning | |
|---|---|
| First-time |
Length
| Max length | 10 |
|---|---|
| Median length | 9 |
| Mean length | 9.18525 |
| Min length | 9 |
Characters and Unicode
| Total characters | 36741 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Returning |
|---|---|
| 2nd row | Returning |
| 3rd row | First-time |
| 4th row | Returning |
| 5th row | Returning |
Common Values
| Value | Count | Frequency (%) |
| Returning | 3259 | |
| First-time | 741 | 18.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| returning | 3259 | |
| first-time | 741 | 18.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 6518 | |
| t | 4741 | |
| i | 4741 | |
| e | 4000 | |
| r | 4000 | |
| R | 3259 | |
| u | 3259 | |
| g | 3259 | |
| F | 741 | 2.0% |
| s | 741 | 2.0% |
| Other values (2) | 1482 | 4.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 32000 | |
| Uppercase Letter | 4000 | 10.9% |
| Dash Punctuation | 741 | 2.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 6518 | |
| t | 4741 | |
| i | 4741 | |
| e | 4000 | |
| r | 4000 | |
| u | 3259 | |
| g | 3259 | |
| s | 741 | 2.3% |
| m | 741 | 2.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 3259 | |
| F | 741 | 18.5% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 741 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 36000 | |
| Common | 741 | 2.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 6518 | |
| t | 4741 | |
| i | 4741 | |
| e | 4000 | |
| r | 4000 | |
| R | 3259 | |
| u | 3259 | |
| g | 3259 | |
| F | 741 | 2.1% |
| s | 741 | 2.1% |
Common
| Value | Count | Frequency (%) |
| - | 741 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 36741 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 6518 | |
| t | 4741 | |
| i | 4741 | |
| e | 4000 | |
| r | 4000 | |
| R | 3259 | |
| u | 3259 | |
| g | 3259 | |
| F | 741 | 2.0% |
| s | 741 | 2.0% |
| Other values (2) | 1482 | 4.0% |
Type of Travel
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 35.3 KiB |
| Business | |
|---|---|
| Personal |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 32000 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Personal |
|---|---|
| 2nd row | Personal |
| 3rd row | Business |
| 4th row | Personal |
| 5th row | Business |
Common Values
| Value | Count | Frequency (%) |
| Business | 2742 | |
| Personal | 1258 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| business | 2742 | |
| personal | 1258 |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 9484 | |
| n | 4000 | |
| e | 4000 | |
| B | 2742 | 8.6% |
| u | 2742 | 8.6% |
| i | 2742 | 8.6% |
| P | 1258 | 3.9% |
| r | 1258 | 3.9% |
| o | 1258 | 3.9% |
| a | 1258 | 3.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 28000 | |
| Uppercase Letter | 4000 | 12.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 9484 | |
| n | 4000 | |
| e | 4000 | |
| u | 2742 | 9.8% |
| i | 2742 | 9.8% |
| r | 1258 | 4.5% |
| o | 1258 | 4.5% |
| a | 1258 | 4.5% |
| l | 1258 | 4.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 2742 | |
| P | 1258 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 32000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 9484 | |
| n | 4000 | |
| e | 4000 | |
| B | 2742 | 8.6% |
| u | 2742 | 8.6% |
| i | 2742 | 8.6% |
| P | 1258 | 3.9% |
| r | 1258 | 3.9% |
| o | 1258 | 3.9% |
| a | 1258 | 3.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 32000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| s | 9484 | |
| n | 4000 | |
| e | 4000 | |
| B | 2742 | 8.6% |
| u | 2742 | 8.6% |
| i | 2742 | 8.6% |
| P | 1258 | 3.9% |
| r | 1258 | 3.9% |
| o | 1258 | 3.9% |
| a | 1258 | 3.9% |
Class
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 35.3 KiB |
| Business | |
|---|---|
| Economy | |
| Economy Plus |
Length
| Max length | 12 |
|---|---|
| Median length | 8 |
| Mean length | 7.81525 |
| Min length | 7 |
Characters and Unicode
| Total characters | 31261 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Economy |
|---|---|
| 2nd row | Economy |
| 3rd row | Economy |
| 4th row | Economy |
| 5th row | Business |
Common Values
| Value | Count | Frequency (%) |
| Business | 1891 | |
| Economy | 1835 | |
| Economy Plus | 274 | 6.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| economy | 2109 | |
| business | 1891 | |
| plus | 274 | 6.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 5947 | |
| o | 4218 | |
| n | 4000 | |
| u | 2165 | 6.9% |
| E | 2109 | 6.7% |
| c | 2109 | 6.7% |
| m | 2109 | 6.7% |
| y | 2109 | 6.7% |
| B | 1891 | 6.0% |
| i | 1891 | 6.0% |
| Other values (4) | 2713 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 26713 | |
| Uppercase Letter | 4274 | 13.7% |
| Space Separator | 274 | 0.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 5947 | |
| o | 4218 | |
| n | 4000 | |
| u | 2165 | 8.1% |
| c | 2109 | 7.9% |
| m | 2109 | 7.9% |
| y | 2109 | 7.9% |
| i | 1891 | 7.1% |
| e | 1891 | 7.1% |
| l | 274 | 1.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 2109 | |
| B | 1891 | |
| P | 274 | 6.4% |
Space Separator
| Value | Count | Frequency (%) |
| 274 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 30987 | |
| Common | 274 | 0.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 5947 | |
| o | 4218 | |
| n | 4000 | |
| u | 2165 | 7.0% |
| E | 2109 | 6.8% |
| c | 2109 | 6.8% |
| m | 2109 | 6.8% |
| y | 2109 | 6.8% |
| B | 1891 | 6.1% |
| i | 1891 | 6.1% |
| Other values (3) | 2439 |
Common
| Value | Count | Frequency (%) |
| 274 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 31261 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| s | 5947 | |
| o | 4218 | |
| n | 4000 | |
| u | 2165 | 6.9% |
| E | 2109 | 6.7% |
| c | 2109 | 6.7% |
| m | 2109 | 6.7% |
| y | 2109 | 6.7% |
| B | 1891 | 6.0% |
| i | 1891 | 6.0% |
| Other values (4) | 2713 |
Flight Distance
Real number (ℝ)
| Distinct | 1533 |
|---|---|
| Distinct (%) | 38.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1173.3343 |
| Minimum | 67 |
|---|---|
| Maximum | 4817 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.5 KiB |
Quantile statistics
| Minimum | 67 |
|---|---|
| 5-th percentile | 173 |
| Q1 | 403 |
| median | 818.5 |
| Q3 | 1727 |
| 95-th percentile | 3379.05 |
| Maximum | 4817 |
| Range | 4750 |
| Interquartile range (IQR) | 1324 |
Descriptive statistics
| Standard deviation | 995.26161 |
|---|---|
| Coefficient of variation (CV) | 0.84823367 |
| Kurtosis | 0.27229581 |
| Mean | 1173.3343 |
| Median Absolute Deviation (MAD) | 513.5 |
| Skewness | 1.1108913 |
| Sum | 4693337 |
| Variance | 990545.68 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 337 | 26 | 0.7% |
| 404 | 23 | 0.6% |
| 296 | 20 | 0.5% |
| 308 | 19 | 0.5% |
| 447 | 17 | 0.4% |
| 862 | 17 | 0.4% |
| 214 | 15 | 0.4% |
| 679 | 15 | 0.4% |
| 2475 | 15 | 0.4% |
| 594 | 15 | 0.4% |
| Other values (1523) | 3818 |
| Value | Count | Frequency (%) |
| 67 | 6 | |
| 73 | 1 | < 0.1% |
| 74 | 1 | < 0.1% |
| 78 | 1 | < 0.1% |
| 82 | 1 | < 0.1% |
| 83 | 2 | 0.1% |
| 86 | 5 | |
| 89 | 11 | |
| 96 | 3 | 0.1% |
| 100 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4817 | 1 | |
| 4000 | 1 | |
| 3998 | 1 | |
| 3995 | 1 | |
| 3993 | 1 | |
| 3987 | 1 | |
| 3985 | 1 | |
| 3983 | 1 | |
| 3980 | 2 | |
| 3979 | 1 |
Departure Delay
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 194 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.8965 |
| Minimum | 0 |
|---|---|
| Maximum | 595 |
| Zeros | 2245 |
| Zeros (%) | 56.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 12 |
| 95-th percentile | 77 |
| Maximum | 595 |
| Range | 595 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 37.276355 |
|---|---|
| Coefficient of variation (CV) | 2.5023566 |
| Kurtosis | 37.088732 |
| Mean | 14.8965 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.0287234 |
| Sum | 59586 |
| Variance | 1389.5267 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2245 | |
| 1 | 116 | 2.9% |
| 2 | 86 | 2.1% |
| 4 | 79 | 2.0% |
| 3 | 69 | 1.7% |
| 5 | 66 | 1.7% |
| 10 | 57 | 1.4% |
| 7 | 54 | 1.4% |
| 6 | 53 | 1.3% |
| 8 | 50 | 1.2% |
| Other values (184) | 1125 |
| Value | Count | Frequency (%) |
| 0 | 2245 | |
| 1 | 116 | 2.9% |
| 2 | 86 | 2.1% |
| 3 | 69 | 1.7% |
| 4 | 79 | 2.0% |
| 5 | 66 | 1.7% |
| 6 | 53 | 1.3% |
| 7 | 54 | 1.4% |
| 8 | 50 | 1.2% |
| 9 | 42 | 1.1% |
| Value | Count | Frequency (%) |
| 595 | 1 | |
| 352 | 1 | |
| 351 | 1 | |
| 332 | 1 | |
| 328 | 1 | |
| 315 | 1 | |
| 311 | 1 | |
| 306 | 1 | |
| 303 | 1 | |
| 298 | 1 |
Arrival Delay
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 194 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 18 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.293069 |
| Minimum | 0 |
|---|---|
| Maximum | 589 |
| Zeros | 2237 |
| Zeros (%) | 55.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 14 |
| 95-th percentile | 81.95 |
| Maximum | 589 |
| Range | 589 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 37.794893 |
|---|---|
| Coefficient of variation (CV) | 2.471374 |
| Kurtosis | 35.416465 |
| Mean | 15.293069 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.9087757 |
| Sum | 60897 |
| Variance | 1428.4539 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2237 | |
| 1 | 87 | 2.2% |
| 2 | 85 | 2.1% |
| 4 | 76 | 1.9% |
| 3 | 73 | 1.8% |
| 6 | 59 | 1.5% |
| 5 | 57 | 1.4% |
| 11 | 55 | 1.4% |
| 8 | 54 | 1.4% |
| 7 | 51 | 1.3% |
| Other values (184) | 1148 |
| Value | Count | Frequency (%) |
| 0 | 2237 | |
| 1 | 87 | 2.2% |
| 2 | 85 | 2.1% |
| 3 | 73 | 1.8% |
| 4 | 76 | 1.9% |
| 5 | 57 | 1.4% |
| 6 | 59 | 1.5% |
| 7 | 51 | 1.3% |
| 8 | 54 | 1.4% |
| 9 | 39 | 1.0% |
| Value | Count | Frequency (%) |
| 589 | 1 | |
| 404 | 1 | |
| 350 | 1 | |
| 346 | 1 | |
| 336 | 1 | |
| 324 | 1 | |
| 321 | 1 | |
| 313 | 1 | |
| 299 | 1 | |
| 287 | 1 |
Departure and Arrival Time Convenience
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0495 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 227 |
| Zeros (%) | 5.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.5413123 |
|---|---|
| Coefficient of variation (CV) | 0.50543116 |
| Kurtosis | -1.042576 |
| Mean | 3.0495 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.34076601 |
| Sum | 12198 |
| Variance | 2.3756437 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 984 | |
| 5 | 867 | |
| 3 | 671 | |
| 2 | 663 | |
| 1 | 588 | |
| 0 | 227 | 5.7% |
| Value | Count | Frequency (%) |
| 0 | 227 | 5.7% |
| 1 | 588 | |
| 2 | 663 | |
| 3 | 671 | |
| 4 | 984 | |
| 5 | 867 |
| Value | Count | Frequency (%) |
| 5 | 867 | |
| 4 | 984 | |
| 3 | 671 | |
| 2 | 663 | |
| 1 | 588 | |
| 0 | 227 | 5.7% |
Ease of Online Booking
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.765 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 172 |
| Zeros (%) | 4.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3945469 |
|---|---|
| Coefficient of variation (CV) | 0.50435694 |
| Kurtosis | -0.89620936 |
| Mean | 2.765 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.033323745 |
| Sum | 11060 |
| Variance | 1.9447612 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 966 | |
| 2 | 907 | |
| 4 | 759 | |
| 1 | 667 | |
| 5 | 529 | |
| 0 | 172 | 4.3% |
| Value | Count | Frequency (%) |
| 0 | 172 | 4.3% |
| 1 | 667 | |
| 2 | 907 | |
| 3 | 966 | |
| 4 | 759 | |
| 5 | 529 |
| Value | Count | Frequency (%) |
| 5 | 529 | |
| 4 | 759 | |
| 3 | 966 | |
| 2 | 907 | |
| 1 | 667 | |
| 0 | 172 | 4.3% |
Check-in Service
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 62.5 KiB |
| 4 | |
|---|---|
| 3 | |
| 5 | |
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 3 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 1130 | |
| 3 | 1082 | |
| 5 | 821 | |
| 1 | 497 | |
| 2 | 470 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 1130 | |
| 3 | 1082 | |
| 5 | 821 | |
| 1 | 497 | |
| 2 | 470 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 1130 | |
| 3 | 1082 | |
| 5 | 821 | |
| 1 | 497 | |
| 2 | 470 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 1130 | |
| 3 | 1082 | |
| 5 | 821 | |
| 1 | 497 | |
| 2 | 470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 1130 | |
| 3 | 1082 | |
| 5 | 821 | |
| 1 | 497 | |
| 2 | 470 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 1130 | |
| 3 | 1082 | |
| 5 | 821 | |
| 1 | 497 | |
| 2 | 470 |
Online Boarding
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.24275 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 100 |
| Zeros (%) | 2.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3606194 |
|---|---|
| Coefficient of variation (CV) | 0.41958814 |
| Kurtosis | -0.71757068 |
| Mean | 3.24275 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.44950873 |
| Sum | 12971 |
| Variance | 1.8512853 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 1169 | |
| 3 | 827 | |
| 5 | 807 | |
| 2 | 682 | |
| 1 | 415 | 10.4% |
| 0 | 100 | 2.5% |
| Value | Count | Frequency (%) |
| 0 | 100 | 2.5% |
| 1 | 415 | 10.4% |
| 2 | 682 | |
| 3 | 827 | |
| 4 | 1169 | |
| 5 | 807 |
| Value | Count | Frequency (%) |
| 5 | 807 | |
| 4 | 1169 | |
| 3 | 827 | |
| 2 | 682 | |
| 1 | 415 | 10.4% |
| 0 | 100 | 2.5% |
Gate Location
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 62.5 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 | |
| 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 1105 | |
| 4 | 965 | |
| 2 | 742 | |
| 1 | 654 | |
| 5 | 534 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 1105 | |
| 4 | 965 | |
| 2 | 742 | |
| 1 | 654 | |
| 5 | 534 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 1105 | |
| 4 | 965 | |
| 2 | 742 | |
| 1 | 654 | |
| 5 | 534 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 1105 | |
| 4 | 965 | |
| 2 | 742 | |
| 1 | 654 | |
| 5 | 534 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 1105 | |
| 4 | 965 | |
| 2 | 742 | |
| 1 | 654 | |
| 5 | 534 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 1105 | |
| 4 | 965 | |
| 2 | 742 | |
| 1 | 654 | |
| 5 | 534 |
On-board Service
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 62.5 KiB |
| 4 | |
|---|---|
| 5 | |
| 3 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 1 |
| 4th row | 2 |
| 5th row | 5 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 1201 | |
| 5 | 961 | |
| 3 | 853 | |
| 2 | 543 | |
| 1 | 442 | 11.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 1201 | |
| 5 | 961 | |
| 3 | 853 | |
| 2 | 543 | |
| 1 | 442 | 11.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 1201 | |
| 5 | 961 | |
| 3 | 853 | |
| 2 | 543 | |
| 1 | 442 | 11.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 1201 | |
| 5 | 961 | |
| 3 | 853 | |
| 2 | 543 | |
| 1 | 442 | 11.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 1201 | |
| 5 | 961 | |
| 3 | 853 | |
| 2 | 543 | |
| 1 | 442 | 11.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 1201 | |
| 5 | 961 | |
| 3 | 853 | |
| 2 | 543 | |
| 1 | 442 | 11.1% |
Seat Comfort
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 62.5 KiB |
| 4 | |
|---|---|
| 5 | |
| 3 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 3 |
| 3rd row | 1 |
| 4th row | 5 |
| 5th row | 5 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 1187 | |
| 5 | 1030 | |
| 3 | 753 | |
| 2 | 576 | |
| 1 | 454 | 11.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 1187 | |
| 5 | 1030 | |
| 3 | 753 | |
| 2 | 576 | |
| 1 | 454 | 11.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 1187 | |
| 5 | 1030 | |
| 3 | 753 | |
| 2 | 576 | |
| 1 | 454 | 11.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 1187 | |
| 5 | 1030 | |
| 3 | 753 | |
| 2 | 576 | |
| 1 | 454 | 11.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 1187 | |
| 5 | 1030 | |
| 3 | 753 | |
| 2 | 576 | |
| 1 | 454 | 11.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 1187 | |
| 5 | 1030 | |
| 3 | 753 | |
| 2 | 576 | |
| 1 | 454 | 11.3% |
Leg Room Service
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.36975 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 14 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.311665 |
|---|---|
| Coefficient of variation (CV) | 0.38924697 |
| Kurtosis | -0.97771633 |
| Mean | 3.36975 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.36131078 |
| Sum | 13479 |
| Variance | 1.7204651 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 1107 | |
| 5 | 969 | |
| 3 | 783 | |
| 2 | 730 | |
| 1 | 397 | 9.9% |
| 0 | 14 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 14 | 0.4% |
| 1 | 397 | 9.9% |
| 2 | 730 | |
| 3 | 783 | |
| 4 | 1107 | |
| 5 | 969 |
| Value | Count | Frequency (%) |
| 5 | 969 | |
| 4 | 1107 | |
| 3 | 783 | |
| 2 | 730 | |
| 1 | 397 | 9.9% |
| 0 | 14 | 0.4% |
Cleanliness
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3171688 |
|---|---|
| Coefficient of variation (CV) | 0.39914207 |
| Kurtosis | -1.0177048 |
| Mean | 3.3 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.30919817 |
| Sum | 13200 |
| Variance | 1.7349337 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 1047 | |
| 3 | 918 | |
| 5 | 898 | |
| 2 | 633 | |
| 1 | 502 | |
| 0 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2 | 0.1% |
| 1 | 502 | |
| 2 | 633 | |
| 3 | 918 | |
| 4 | 1047 | |
| 5 | 898 |
| Value | Count | Frequency (%) |
| 5 | 898 | |
| 4 | 1047 | |
| 3 | 918 | |
| 2 | 633 | |
| 1 | 502 | |
| 0 | 2 | 0.1% |
Food and Drink
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.20825 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 8 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.334289 |
|---|---|
| Coefficient of variation (CV) | 0.41589307 |
| Kurtosis | -1.1435431 |
| Mean | 3.20825 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.15261586 |
| Sum | 12833 |
| Variance | 1.780327 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 922 | |
| 5 | 879 | |
| 2 | 863 | |
| 3 | 848 | |
| 1 | 480 | |
| 0 | 8 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 8 | 0.2% |
| 1 | 480 | |
| 2 | 863 | |
| 3 | 848 | |
| 4 | 922 | |
| 5 | 879 |
| Value | Count | Frequency (%) |
| 5 | 879 | |
| 4 | 922 | |
| 3 | 848 | |
| 2 | 863 | |
| 1 | 480 | |
| 0 | 8 | 0.2% |
In-flight Service
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 62.5 KiB |
| 4 | |
|---|---|
| 5 | |
| 3 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 2 |
| 3rd row | 4 |
| 4th row | 2 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 1430 | |
| 5 | 1095 | |
| 3 | 770 | |
| 2 | 440 | 11.0% |
| 1 | 265 | 6.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 1430 | |
| 5 | 1095 | |
| 3 | 770 | |
| 2 | 440 | 11.0% |
| 1 | 265 | 6.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 1430 | |
| 5 | 1095 | |
| 3 | 770 | |
| 2 | 440 | 11.0% |
| 1 | 265 | 6.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 1430 | |
| 5 | 1095 | |
| 3 | 770 | |
| 2 | 440 | 11.0% |
| 1 | 265 | 6.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 1430 | |
| 5 | 1095 | |
| 3 | 770 | |
| 2 | 440 | 11.0% |
| 1 | 265 | 6.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 1430 | |
| 5 | 1095 | |
| 3 | 770 | |
| 2 | 440 | 11.0% |
| 1 | 265 | 6.6% |
In-flight Wifi Service
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.75075 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 121 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3373749 |
|---|---|
| Coefficient of variation (CV) | 0.48618554 |
| Kurtosis | -0.86218722 |
| Mean | 2.75075 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.013515557 |
| Sum | 11003 |
| Variance | 1.7885716 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 1011 | |
| 2 | 947 | |
| 4 | 773 | |
| 1 | 689 | |
| 5 | 459 | |
| 0 | 121 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 121 | 3.0% |
| 1 | 689 | |
| 2 | 947 | |
| 3 | 1011 | |
| 4 | 773 | |
| 5 | 459 |
| Value | Count | Frequency (%) |
| 5 | 459 | |
| 4 | 773 | |
| 3 | 1011 | |
| 2 | 947 | |
| 1 | 689 | |
| 0 | 121 | 3.0% |
In-flight Entertainment
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.368 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 62.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.3476016 |
|---|---|
| Coefficient of variation (CV) | 0.40011923 |
| Kurtosis | -1.0809337 |
| Mean | 3.368 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.36751192 |
| Sum | 13472 |
| Variance | 1.81603 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 1093 | |
| 5 | 1018 | |
| 3 | 721 | |
| 2 | 681 | |
| 1 | 485 | |
| 0 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2 | 0.1% |
| 1 | 485 | |
| 2 | 681 | |
| 3 | 721 | |
| 4 | 1093 | |
| 5 | 1018 |
| Value | Count | Frequency (%) |
| 5 | 1018 | |
| 4 | 1093 | |
| 3 | 721 | |
| 2 | 681 | |
| 1 | 485 | |
| 0 | 2 | 0.1% |
Baggage Handling
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 62.5 KiB |
| 4 | |
|---|---|
| 5 | |
| 3 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 5 |
|---|---|
| 2nd row | 2 |
| 3rd row | 3 |
| 4th row | 2 |
| 5th row | 5 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 1417 | |
| 5 | 1080 | |
| 3 | 808 | |
| 2 | 408 | 10.2% |
| 1 | 287 | 7.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 1417 | |
| 5 | 1080 | |
| 3 | 808 | |
| 2 | 408 | 10.2% |
| 1 | 287 | 7.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 1417 | |
| 5 | 1080 | |
| 3 | 808 | |
| 2 | 408 | 10.2% |
| 1 | 287 | 7.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 1417 | |
| 5 | 1080 | |
| 3 | 808 | |
| 2 | 408 | 10.2% |
| 1 | 287 | 7.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 1417 | |
| 5 | 1080 | |
| 3 | 808 | |
| 2 | 408 | 10.2% |
| 1 | 287 | 7.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 1417 | |
| 5 | 1080 | |
| 3 | 808 | |
| 2 | 408 | 10.2% |
| 1 | 287 | 7.2% |
Satisfaction
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 35.3 KiB |
| Neutral or Dissatisfied | |
|---|---|
| Satisfied |
Length
| Max length | 23 |
|---|---|
| Median length | 23 |
| Mean length | 16.8575 |
| Min length | 9 |
Characters and Unicode
| Total characters | 67430 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Satisfied |
|---|---|
| 2nd row | Neutral or Dissatisfied |
| 3rd row | Neutral or Dissatisfied |
| 4th row | Neutral or Dissatisfied |
| 5th row | Satisfied |
Common Values
| Value | Count | Frequency (%) |
| Neutral or Dissatisfied | 2245 | |
| Satisfied | 1755 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| neutral | 2245 | |
| or | 2245 | |
| dissatisfied | 2245 | |
| satisfied | 1755 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 10245 | |
| s | 8490 | |
| e | 6245 | |
| t | 6245 | |
| a | 6245 | |
| r | 4490 | |
| 4490 | ||
| f | 4000 | 5.9% |
| d | 4000 | 5.9% |
| N | 2245 | 3.3% |
| Other values (5) | 10735 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 56695 | |
| Uppercase Letter | 6245 | 9.3% |
| Space Separator | 4490 | 6.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 10245 | |
| s | 8490 | |
| e | 6245 | |
| t | 6245 | |
| a | 6245 | |
| r | 4490 | |
| f | 4000 | 7.1% |
| d | 4000 | 7.1% |
| u | 2245 | 4.0% |
| l | 2245 | 4.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 2245 | |
| D | 2245 | |
| S | 1755 |
Space Separator
| Value | Count | Frequency (%) |
| 4490 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 62940 | |
| Common | 4490 | 6.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 10245 | |
| s | 8490 | |
| e | 6245 | |
| t | 6245 | |
| a | 6245 | |
| r | 4490 | |
| f | 4000 | 6.4% |
| d | 4000 | 6.4% |
| N | 2245 | 3.6% |
| u | 2245 | 3.6% |
| Other values (4) | 8490 |
Common
| Value | Count | Frequency (%) |
| 4490 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 67430 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 10245 | |
| s | 8490 | |
| e | 6245 | |
| t | 6245 | |
| a | 6245 | |
| r | 4490 | |
| 4490 | ||
| f | 4000 | 5.9% |
| d | 4000 | 5.9% |
| N | 2245 | 3.3% |
| Other values (5) | 10735 |
| ID | Age | Flight Distance | Departure Delay | Arrival Delay | Departure and Arrival Time Convenience | Ease of Online Booking | Online Boarding | Leg Room Service | Cleanliness | Food and Drink | In-flight Wifi Service | In-flight Entertainment | Gender | Customer Type | Type of Travel | Class | Check-in Service | Gate Location | On-board Service | Seat Comfort | In-flight Service | Baggage Handling | Satisfaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ID | 1.000 | 0.001 | 0.140 | 0.054 | -0.023 | 0.018 | -0.007 | 0.048 | 0.044 | 0.048 | 0.019 | -0.046 | 0.022 | 0.031 | 0.000 | 0.000 | 0.100 | 0.086 | 0.012 | 0.043 | 0.055 | 0.060 | 0.057 | 0.000 |
| Age | 0.001 | 1.000 | 0.091 | -0.045 | -0.027 | 0.033 | 0.032 | 0.222 | 0.070 | 0.084 | 0.040 | 0.014 | 0.100 | 0.000 | 0.400 | 0.357 | 0.195 | 0.026 | 0.059 | 0.069 | 0.118 | 0.042 | 0.038 | 0.271 |
| Flight Distance | 0.140 | 0.091 | 1.000 | 0.010 | -0.010 | -0.008 | 0.068 | 0.207 | 0.118 | 0.070 | 0.024 | 0.009 | 0.098 | 0.013 | 0.239 | 0.274 | 0.338 | 0.054 | 0.044 | 0.059 | 0.083 | 0.043 | 0.038 | 0.301 |
| Departure Delay | 0.054 | -0.045 | 0.010 | 1.000 | 0.745 | -0.022 | -0.024 | -0.054 | -0.007 | -0.023 | -0.019 | -0.028 | -0.053 | 0.013 | 0.000 | 0.000 | 0.022 | 0.000 | 0.000 | 0.000 | 0.012 | 0.039 | 0.013 | 0.030 |
| Arrival Delay | -0.023 | -0.027 | -0.010 | 0.745 | 1.000 | -0.014 | -0.011 | -0.052 | -0.007 | -0.044 | -0.041 | -0.029 | -0.070 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.014 | 0.011 | 0.032 | 0.017 | 0.017 |
| Departure and Arrival Time Convenience | 0.018 | 0.033 | -0.008 | -0.022 | -0.014 | 1.000 | 0.424 | 0.083 | 0.006 | 0.025 | 0.018 | 0.337 | -0.002 | 0.000 | 0.336 | 0.298 | 0.116 | 0.087 | 0.495 | 0.052 | 0.037 | 0.067 | 0.072 | 0.096 |
| Ease of Online Booking | -0.007 | 0.032 | 0.068 | -0.024 | -0.011 | 0.424 | 1.000 | 0.389 | 0.113 | 0.004 | 0.016 | 0.719 | 0.055 | 0.000 | 0.037 | 0.183 | 0.120 | 0.026 | 0.451 | 0.032 | 0.039 | 0.023 | 0.028 | 0.333 |
| Online Boarding | 0.048 | 0.222 | 0.207 | -0.054 | -0.052 | 0.083 | 0.389 | 1.000 | 0.124 | 0.328 | 0.231 | 0.442 | 0.268 | 0.038 | 0.196 | 0.220 | 0.232 | 0.140 | 0.057 | 0.084 | 0.281 | 0.083 | 0.080 | 0.598 |
| Leg Room Service | 0.044 | 0.070 | 0.118 | -0.007 | -0.007 | 0.006 | 0.113 | 0.124 | 1.000 | 0.076 | 0.014 | 0.151 | 0.318 | 0.066 | 0.084 | 0.174 | 0.169 | 0.088 | 0.011 | 0.274 | 0.059 | 0.275 | 0.273 | 0.340 |
| Cleanliness | 0.048 | 0.084 | 0.070 | -0.023 | -0.044 | 0.025 | 0.004 | 0.328 | 0.076 | 1.000 | 0.661 | 0.096 | 0.667 | 0.030 | 0.133 | 0.054 | 0.098 | 0.106 | 0.028 | 0.057 | 0.570 | 0.064 | 0.061 | 0.297 |
| Food and Drink | 0.019 | 0.040 | 0.024 | -0.019 | -0.041 | 0.018 | 0.016 | 0.231 | 0.014 | 0.661 | 1.000 | 0.109 | 0.605 | 0.019 | 0.116 | 0.015 | 0.068 | 0.054 | 0.027 | 0.035 | 0.510 | 0.042 | 0.037 | 0.201 |
| In-flight Wifi Service | -0.046 | 0.014 | 0.009 | -0.028 | -0.029 | 0.337 | 0.719 | 0.442 | 0.151 | 0.096 | 0.109 | 1.000 | 0.190 | 0.000 | 0.048 | 0.182 | 0.097 | 0.054 | 0.325 | 0.092 | 0.125 | 0.104 | 0.115 | 0.519 |
| In-flight Entertainment | 0.022 | 0.100 | 0.098 | -0.053 | -0.070 | -0.002 | 0.055 | 0.268 | 0.318 | 0.667 | 0.605 | 0.190 | 1.000 | 0.000 | 0.148 | 0.165 | 0.153 | 0.061 | 0.032 | 0.397 | 0.538 | 0.391 | 0.347 | 0.418 |
| Gender | 0.031 | 0.000 | 0.013 | 0.013 | 0.000 | 0.000 | 0.000 | 0.038 | 0.066 | 0.030 | 0.019 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.030 | 0.036 | 0.044 | 0.041 | 0.000 |
| Customer Type | 0.000 | 0.400 | 0.239 | 0.000 | 0.000 | 0.336 | 0.037 | 0.196 | 0.084 | 0.133 | 0.116 | 0.048 | 0.148 | 0.000 | 1.000 | 0.318 | 0.125 | 0.013 | 0.095 | 0.069 | 0.204 | 0.058 | 0.046 | 0.175 |
| Type of Travel | 0.000 | 0.357 | 0.274 | 0.000 | 0.000 | 0.298 | 0.183 | 0.220 | 0.174 | 0.054 | 0.015 | 0.182 | 0.165 | 0.000 | 0.318 | 1.000 | 0.557 | 0.000 | 0.166 | 0.103 | 0.098 | 0.060 | 0.067 | 0.456 |
| Class | 0.100 | 0.195 | 0.338 | 0.022 | 0.000 | 0.116 | 0.120 | 0.232 | 0.169 | 0.098 | 0.068 | 0.097 | 0.153 | 0.000 | 0.125 | 0.557 | 1.000 | 0.119 | 0.124 | 0.174 | 0.156 | 0.147 | 0.140 | 0.506 |
| Check-in Service | 0.086 | 0.026 | 0.054 | 0.000 | 0.000 | 0.087 | 0.026 | 0.140 | 0.088 | 0.106 | 0.054 | 0.054 | 0.061 | 0.000 | 0.013 | 0.000 | 0.119 | 1.000 | 0.044 | 0.134 | 0.102 | 0.148 | 0.142 | 0.244 |
| Gate Location | 0.012 | 0.059 | 0.044 | 0.000 | 0.014 | 0.495 | 0.451 | 0.057 | 0.011 | 0.028 | 0.027 | 0.325 | 0.032 | 0.000 | 0.095 | 0.166 | 0.124 | 0.044 | 1.000 | 0.040 | 0.033 | 0.042 | 0.048 | 0.157 |
| On-board Service | 0.043 | 0.069 | 0.059 | 0.000 | 0.014 | 0.052 | 0.032 | 0.084 | 0.274 | 0.057 | 0.035 | 0.092 | 0.397 | 0.030 | 0.069 | 0.103 | 0.174 | 0.134 | 0.040 | 1.000 | 0.078 | 0.434 | 0.409 | 0.335 |
| Seat Comfort | 0.055 | 0.118 | 0.083 | 0.012 | 0.011 | 0.037 | 0.039 | 0.281 | 0.059 | 0.570 | 0.510 | 0.125 | 0.538 | 0.036 | 0.204 | 0.098 | 0.156 | 0.102 | 0.033 | 0.078 | 1.000 | 0.067 | 0.073 | 0.367 |
| In-flight Service | 0.060 | 0.042 | 0.043 | 0.039 | 0.032 | 0.067 | 0.023 | 0.083 | 0.275 | 0.064 | 0.042 | 0.104 | 0.391 | 0.044 | 0.058 | 0.060 | 0.147 | 0.148 | 0.042 | 0.434 | 0.067 | 1.000 | 0.483 | 0.316 |
| Baggage Handling | 0.057 | 0.038 | 0.038 | 0.013 | 0.017 | 0.072 | 0.028 | 0.080 | 0.273 | 0.061 | 0.037 | 0.115 | 0.347 | 0.041 | 0.046 | 0.067 | 0.140 | 0.142 | 0.048 | 0.409 | 0.073 | 0.483 | 1.000 | 0.292 |
| Satisfaction | 0.000 | 0.271 | 0.301 | 0.030 | 0.017 | 0.096 | 0.333 | 0.598 | 0.340 | 0.297 | 0.201 | 0.519 | 0.418 | 0.000 | 0.175 | 0.456 | 0.506 | 0.244 | 0.157 | 0.335 | 0.367 | 0.316 | 0.292 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| ID | Gender | Age | Customer Type | Type of Travel | Class | Flight Distance | Departure Delay | Arrival Delay | Departure and Arrival Time Convenience | Ease of Online Booking | Check-in Service | Online Boarding | Gate Location | On-board Service | Seat Comfort | Leg Room Service | Cleanliness | Food and Drink | In-flight Service | In-flight Wifi Service | In-flight Entertainment | Baggage Handling | Satisfaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55781 | 55782 | Female | 28 | Returning | Personal | Economy | 646 | 0 | 0.0 | 3 | 4 | 4 | 4 | 2 | 3 | 1 | 3 | 1 | 1 | 1 | 4 | 1 | 5 | Satisfied |
| 97381 | 97382 | Male | 68 | Returning | Personal | Economy | 1020 | 5 | 5.0 | 2 | 2 | 1 | 2 | 2 | 3 | 3 | 2 | 3 | 3 | 2 | 2 | 3 | 2 | Neutral or Dissatisfied |
| 50179 | 50180 | Female | 22 | First-time | Business | Economy | 109 | 235 | 235.0 | 1 | 3 | 1 | 1 | 2 | 1 | 1 | 3 | 1 | 3 | 4 | 3 | 3 | 3 | Neutral or Dissatisfied |
| 104804 | 104805 | Female | 56 | Returning | Personal | Economy | 587 | 6 | 0.0 | 5 | 2 | 3 | 4 | 2 | 2 | 5 | 2 | 4 | 3 | 2 | 2 | 2 | 2 | Neutral or Dissatisfied |
| 77182 | 77183 | Female | 32 | Returning | Business | Business | 2502 | 0 | 0.0 | 0 | 0 | 4 | 5 | 2 | 5 | 5 | 4 | 5 | 5 | 4 | 0 | 5 | 5 | Satisfied |
| 50308 | 50309 | Female | 58 | Returning | Business | Business | 1904 | 0 | 8.0 | 3 | 3 | 4 | 3 | 3 | 1 | 4 | 1 | 4 | 2 | 1 | 1 | 1 | 1 | Neutral or Dissatisfied |
| 86702 | 86703 | Male | 27 | Returning | Business | Business | 1747 | 10 | 10.0 | 5 | 2 | 5 | 5 | 5 | 4 | 5 | 2 | 5 | 5 | 4 | 5 | 5 | 3 | Satisfied |
| 1386 | 1387 | Male | 49 | Returning | Personal | Economy Plus | 312 | 0 | 0.0 | 4 | 4 | 4 | 4 | 2 | 4 | 3 | 2 | 3 | 3 | 4 | 4 | 3 | 4 | Neutral or Dissatisfied |
| 114549 | 114550 | Male | 33 | Returning | Personal | Business | 480 | 6 | 5.0 | 5 | 3 | 4 | 3 | 2 | 1 | 2 | 1 | 2 | 2 | 2 | 4 | 2 | 2 | Neutral or Dissatisfied |
| 91159 | 91160 | Female | 40 | Returning | Personal | Economy | 581 | 0 | 0.0 | 4 | 4 | 4 | 4 | 3 | 4 | 5 | 2 | 4 | 4 | 4 | 4 | 4 | 5 | Neutral or Dissatisfied |
| ID | Gender | Age | Customer Type | Type of Travel | Class | Flight Distance | Departure Delay | Arrival Delay | Departure and Arrival Time Convenience | Ease of Online Booking | Check-in Service | Online Boarding | Gate Location | On-board Service | Seat Comfort | Leg Room Service | Cleanliness | Food and Drink | In-flight Service | In-flight Wifi Service | In-flight Entertainment | Baggage Handling | Satisfaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 90039 | 90040 | Female | 53 | Returning | Business | Business | 1127 | 1 | 0.0 | 3 | 2 | 3 | 5 | 3 | 5 | 4 | 5 | 4 | 4 | 5 | 3 | 5 | 5 | Satisfied |
| 31974 | 31975 | Female | 27 | First-time | Business | Business | 101 | 0 | 0.0 | 4 | 4 | 3 | 4 | 2 | 3 | 4 | 5 | 4 | 4 | 5 | 4 | 4 | 4 | Satisfied |
| 4588 | 4589 | Female | 41 | Returning | Business | Economy | 416 | 0 | 0.0 | 3 | 3 | 4 | 1 | 3 | 3 | 1 | 4 | 1 | 1 | 2 | 1 | 1 | 2 | Neutral or Dissatisfied |
| 22277 | 22278 | Male | 59 | Returning | Business | Economy | 208 | 90 | 119.0 | 2 | 2 | 4 | 4 | 2 | 2 | 4 | 5 | 4 | 4 | 2 | 4 | 4 | 5 | Satisfied |
| 119887 | 119888 | Male | 30 | Returning | Personal | Economy | 912 | 0 | 7.0 | 4 | 4 | 4 | 4 | 2 | 5 | 3 | 3 | 4 | 4 | 5 | 3 | 4 | 5 | Neutral or Dissatisfied |
| 60014 | 60015 | Female | 19 | Returning | Personal | Economy | 997 | 0 | 0.0 | 4 | 1 | 5 | 1 | 4 | 5 | 3 | 4 | 3 | 3 | 5 | 1 | 3 | 4 | Neutral or Dissatisfied |
| 93023 | 93024 | Female | 7 | Returning | Personal | Economy | 1524 | 48 | 46.0 | 3 | 3 | 4 | 3 | 4 | 4 | 2 | 3 | 2 | 2 | 4 | 2 | 2 | 4 | Neutral or Dissatisfied |
| 104123 | 104124 | Male | 60 | Returning | Business | Business | 3433 | 21 | 7.0 | 3 | 3 | 5 | 5 | 3 | 5 | 4 | 5 | 5 | 4 | 5 | 3 | 5 | 5 | Satisfied |
| 97171 | 97172 | Female | 24 | Returning | Personal | Economy | 1313 | 3 | 0.0 | 3 | 4 | 1 | 4 | 4 | 4 | 5 | 2 | 5 | 5 | 3 | 3 | 5 | 4 | Neutral or Dissatisfied |
| 100339 | 100340 | Female | 36 | First-time | Business | Economy | 634 | 108 | 120.0 | 4 | 3 | 1 | 3 | 3 | 4 | 5 | 2 | 5 | 5 | 4 | 4 | 5 | 3 | Neutral or Dissatisfied |